Overview

Dataset statistics

Number of variables25
Number of observations68
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory13.4 KiB
Average record size in memory201.9 B

Variable types

NUM24
CAT1

Reproduction

Analysis started2020-05-19 10:35:21.206476
Analysis finished2020-05-19 10:36:18.273994
Duration57.07 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

df_index has unique values Unique

Variables

df_index
Real number (ℝ≥0)

UNIQUE

Distinct count68
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean372.29411764705884
Minimum152
Maximum576
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum152
5-th percentile166.05
Q1276.5
median360.5
Q3486.75
95-th percentile561.6
Maximum576
Range424
Interquartile range (IQR)210.25

Descriptive statistics

Standard deviation124.3344141
Coefficient of variation (CV)0.3339682477
Kurtosis-1.033222562
Mean372.2941176
Median Absolute Deviation (MAD)98
Skewness0.009325759605
Sum25316
Variance15459.04653
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
25511.5%
 
54811.5%
 
15611.5%
 
29111.5%
 
35411.5%
 
35811.5%
 
54611.5%
 
16311.5%
 
16511.5%
 
25411.5%
 
Other values (58)5885.3%
 
ValueCountFrequency (%) 
15211.5%
 
15611.5%
 
16311.5%
 
16511.5%
 
16811.5%
 
ValueCountFrequency (%) 
57611.5%
 
57311.5%
 
57211.5%
 
56311.5%
 
55911.5%
 

ER40_CR
Real number (ℝ≥0)

Distinct count12
Unique (%)17.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean35.6764705882353
Minimum29.0
Maximum40.0
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum29
5-th percentile31.35
Q134
median36
Q338
95-th percentile39
Maximum40
Range11
Interquartile range (IQR)4

Descriptive statistics

Standard deviation2.518238999
Coefficient of variation (CV)0.07058542948
Kurtosis0.1636311134
Mean35.67647059
Median Absolute Deviation (MAD)2
Skewness-0.5058435066
Sum2426
Variance6.341527656
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
361319.1%
 
341217.6%
 
381014.7%
 
35913.2%
 
39811.8%
 
3745.9%
 
3345.9%
 
2922.9%
 
3222.9%
 
4022.9%
 
Other values (2)22.9%
 
ValueCountFrequency (%) 
2922.9%
 
3011.5%
 
3111.5%
 
3222.9%
 
3345.9%
 
ValueCountFrequency (%) 
4022.9%
 
39811.8%
 
381014.7%
 
3745.9%
 
361319.1%
 

ER40_CRT
Real number (ℝ≥0)

Distinct count62
Unique (%)91.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1806.0808823529412
Minimum1280.0
Maximum2530.0
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum1280
5-th percentile1480.15
Q11623.5
median1784.75
Q31953.875
95-th percentile2186.25
Maximum2530
Range1250
Interquartile range (IQR)330.375

Descriptive statistics

Standard deviation240.2584679
Coefficient of variation (CV)0.133027524
Kurtosis0.2074401617
Mean1806.080882
Median Absolute Deviation (MAD)170
Skewness0.5279159573
Sum122813.5
Variance57724.13142
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
179022.9%
 
153022.9%
 
163022.9%
 
175022.9%
 
161022.9%
 
204022.9%
 
128011.5%
 
178011.5%
 
162811.5%
 
188811.5%
 
Other values (52)5276.5%
 
ValueCountFrequency (%) 
128011.5%
 
143011.5%
 
146011.5%
 
147011.5%
 
149911.5%
 
ValueCountFrequency (%) 
253011.5%
 
235911.5%
 
220011.5%
 
219511.5%
 
217011.5%
 

ER40ANG
Real number (ℝ≥0)

Distinct count5
Unique (%)7.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.911764705882353
Minimum4.0
Maximum8.0
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum4
5-th percentile5
Q16
median7
Q38
95-th percentile8
Maximum8
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.089095121
Coefficient of variation (CV)0.157571209
Kurtosis-0.5378691079
Mean6.911764706
Median Absolute Deviation (MAD)1
Skewness-0.6775391499
Sum470
Variance1.186128183
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
82638.2%
 
72029.4%
 
61319.1%
 
5811.8%
 
411.5%
 
ValueCountFrequency (%) 
411.5%
 
5811.8%
 
61319.1%
 
72029.4%
 
82638.2%
 
ValueCountFrequency (%) 
82638.2%
 
72029.4%
 
61319.1%
 
5811.8%
 
411.5%
 

ER40FEAR
Real number (ℝ≥0)

Distinct count7
Unique (%)10.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.882352941176471
Minimum1.0
Maximum8.0
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum1
5-th percentile4
Q16.75
median7
Q38
95-th percentile8
Maximum8
Range7
Interquartile range (IQR)1.25

Descriptive statistics

Standard deviation1.387894484
Coefficient of variation (CV)0.2016598822
Kurtosis4.466448314
Mean6.882352941
Median Absolute Deviation (MAD)1
Skewness-1.888614978
Sum468
Variance1.926251097
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
82739.7%
 
72435.3%
 
6811.8%
 
545.9%
 
434.4%
 
311.5%
 
111.5%
 
ValueCountFrequency (%) 
111.5%
 
311.5%
 
434.4%
 
545.9%
 
6811.8%
 
ValueCountFrequency (%) 
82739.7%
 
72435.3%
 
6811.8%
 
545.9%
 
434.4%
 

ER40HAP
Categorical

Distinct count2
Unique (%)2.9%
Missing0
Missing (%)0.0%
Memory size544.0 B
8
64
7
 
4
ValueCountFrequency (%) 
86494.1%
 
745.9%
 

Length

Max length3
Median length3
Mean length3
Min length3

ER40NOE
Real number (ℝ≥0)

Distinct count6
Unique (%)8.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.205882352941177
Minimum3.0
Maximum8.0
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum3
5-th percentile4.35
Q17
median8
Q38
95-th percentile8
Maximum8
Range5
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.240592342
Coefficient of variation (CV)0.1721638352
Kurtosis3.299084493
Mean7.205882353
Median Absolute Deviation (MAD)0
Skewness-1.902990926
Sum490
Variance1.539069359
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
83957.4%
 
71725.0%
 
657.4%
 
534.4%
 
322.9%
 
422.9%
 
ValueCountFrequency (%) 
322.9%
 
422.9%
 
534.4%
 
657.4%
 
71725.0%
 
ValueCountFrequency (%) 
83957.4%
 
71725.0%
 
657.4%
 
534.4%
 
422.9%
 

ER40SAD
Real number (ℝ≥0)

Distinct count5
Unique (%)7.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.735294117647059
Minimum2.0
Maximum8.0
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum2
5-th percentile5
Q16
median7
Q38
95-th percentile8
Maximum8
Range6
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.253266146
Coefficient of variation (CV)0.1860744496
Kurtosis4.244936349
Mean6.735294118
Median Absolute Deviation (MAD)1
Skewness-1.634025058
Sum458
Variance1.570676032
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
72435.3%
 
82029.4%
 
61623.5%
 
568.8%
 
222.9%
 
ValueCountFrequency (%) 
222.9%
 
568.8%
 
61623.5%
 
72435.3%
 
82029.4%
 
ValueCountFrequency (%) 
82029.4%
 
72435.3%
 
61623.5%
 
568.8%
 
222.9%
 

AngAffect_Unadj
Real number (ℝ≥0)

Distinct count57
Unique (%)83.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean47.81470588235294
Minimum28.6
Maximum85.4
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum28.6
5-th percentile34.745
Q143
median48.1
Q351.55
95-th percentile60.11
Maximum85.4
Range56.8
Interquartile range (IQR)8.55

Descriptive statistics

Standard deviation8.903064452
Coefficient of variation (CV)0.1861992934
Kurtosis4.001671365
Mean47.81470588
Median Absolute Deviation (MAD)4.3
Skewness0.8880321356
Sum3251.4
Variance79.26455663
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
47.534.4%
 
48.434.4%
 
48.134.4%
 
49.822.9%
 
54.122.9%
 
28.622.9%
 
4322.9%
 
4922.9%
 
36.511.5%
 
4611.5%
 
Other values (47)4769.1%
 
ValueCountFrequency (%) 
28.622.9%
 
31.611.5%
 
33.811.5%
 
36.511.5%
 
36.911.5%
 
ValueCountFrequency (%) 
85.411.5%
 
65.611.5%
 
6511.5%
 
60.611.5%
 
59.211.5%
 

AngHostil_Unadj
Real number (ℝ≥0)

Distinct count48
Unique (%)70.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean50.37794117647059
Minimum36.6
Maximum74.0
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum36.6
5-th percentile36.6
Q142.8
median50.75
Q357.2
95-th percentile63.91
Maximum74
Range37.4
Interquartile range (IQR)14.4

Descriptive statistics

Standard deviation9.360553077
Coefficient of variation (CV)0.1858065824
Kurtosis-0.6144856449
Mean50.37794118
Median Absolute Deviation (MAD)7.35
Skewness0.1746583112
Sum3425.7
Variance87.61995391
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
36.61116.2%
 
42.845.9%
 
4934.4%
 
54.922.9%
 
58.122.9%
 
51.422.9%
 
43.622.9%
 
40.522.9%
 
5311.5%
 
64.411.5%
 
Other values (38)3855.9%
 
ValueCountFrequency (%) 
36.61116.2%
 
40.522.9%
 
40.911.5%
 
42.845.9%
 
43.622.9%
 
ValueCountFrequency (%) 
7411.5%
 
7111.5%
 
64.911.5%
 
64.411.5%
 
6311.5%
 

AngAggr_Unadj
Real number (ℝ≥0)

Distinct count26
Unique (%)38.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean50.614705882352936
Minimum43.4
Maximum83.1
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum43.4
5-th percentile43.4
Q143.4
median49.8
Q355.8
95-th percentile63.025
Maximum83.1
Range39.7
Interquartile range (IQR)12.4

Descriptive statistics

Standard deviation8.159734864
Coefficient of variation (CV)0.161212729
Kurtosis2.031926465
Mean50.61470588
Median Absolute Deviation (MAD)6.4
Skewness1.168034818
Sum3441.8
Variance66.58127305
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
43.43145.6%
 
49.868.8%
 
52.245.9%
 
51.222.9%
 
61.822.9%
 
55.822.9%
 
53.722.9%
 
62.711.5%
 
62.411.5%
 
63.511.5%
 
Other values (16)1623.5%
 
ValueCountFrequency (%) 
43.43145.6%
 
49.868.8%
 
51.222.9%
 
52.245.9%
 
53.211.5%
 
ValueCountFrequency (%) 
83.111.5%
 
63.611.5%
 
63.511.5%
 
63.211.5%
 
62.711.5%
 

FearAffect_Unadj
Real number (ℝ≥0)

Distinct count50
Unique (%)73.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean50.252941176470586
Minimum32.9
Maximum84.9
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum32.9
5-th percentile32.9
Q144.05
median50.85
Q354.4
95-th percentile63.095
Maximum84.9
Range52
Interquartile range (IQR)10.35

Descriptive statistics

Standard deviation9.226898876
Coefficient of variation (CV)0.1836091313
Kurtosis2.0904527
Mean50.25294118
Median Absolute Deviation (MAD)5.15
Skewness0.5800283384
Sum3417.2
Variance85.13566286
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
32.957.4%
 
59.845.9%
 
49.622.9%
 
49.322.9%
 
42.922.9%
 
45.722.9%
 
54.422.9%
 
52.122.9%
 
51.222.9%
 
52.922.9%
 
Other values (40)4363.2%
 
ValueCountFrequency (%) 
32.957.4%
 
37.611.5%
 
39.611.5%
 
40.611.5%
 
41.411.5%
 
ValueCountFrequency (%) 
84.911.5%
 
70.511.5%
 
64.911.5%
 
63.911.5%
 
61.611.5%
 

FearSomat_Unadj
Real number (ℝ≥0)

Distinct count39
Unique (%)57.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean51.25
Minimum40.1
Maximum87.5
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum40.1
5-th percentile40.1
Q144.8
median50.05
Q357.075
95-th percentile65.72
Maximum87.5
Range47.4
Interquartile range (IQR)12.275

Descriptive statistics

Standard deviation9.668652224
Coefficient of variation (CV)0.1886566288
Kurtosis1.742461274
Mean51.25
Median Absolute Deviation (MAD)6.7
Skewness1.025735942
Sum3485
Variance93.48283582
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
40.11623.5%
 
49.845.9%
 
46.445.9%
 
44.834.4%
 
51.722.9%
 
46.522.9%
 
46.322.9%
 
50.522.9%
 
4722.9%
 
52.922.9%
 
Other values (29)2942.6%
 
ValueCountFrequency (%) 
40.11623.5%
 
44.834.4%
 
45.311.5%
 
46.322.9%
 
46.445.9%
 
ValueCountFrequency (%) 
87.511.5%
 
75.611.5%
 
66.911.5%
 
66.711.5%
 
63.911.5%
 

Sadness_Unadj
Real number (ℝ≥0)

Distinct count37
Unique (%)54.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean46.904411764705884
Minimum34.2
Maximum76.9
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum34.2
5-th percentile34.2
Q138.975
median46.1
Q351.3
95-th percentile64.13
Maximum76.9
Range42.7
Interquartile range (IQR)12.325

Descriptive statistics

Standard deviation10.76070011
Coefficient of variation (CV)0.229417654
Kurtosis0.8479890191
Mean46.90441176
Median Absolute Deviation (MAD)6.9
Skewness0.948801017
Sum3189.5
Variance115.7926668
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
34.21522.1%
 
46.157.4%
 
53.434.4%
 
48.134.4%
 
43.622.9%
 
48.722.9%
 
49.922.9%
 
76.922.9%
 
51.322.9%
 
41.522.9%
 
Other values (27)3044.1%
 
ValueCountFrequency (%) 
34.21522.1%
 
38.511.5%
 
38.911.5%
 
3911.5%
 
39.411.5%
 
ValueCountFrequency (%) 
76.922.9%
 
76.511.5%
 
64.211.5%
 
6422.9%
 
62.311.5%
 

LifeSatisf_Unadj
Real number (ℝ≥0)

Distinct count50
Unique (%)73.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean53.848529411764694
Minimum30.6
Maximum74.6
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum30.6
5-th percentile39.185
Q146.875
median54.7
Q360.1
95-th percentile67.035
Maximum74.6
Range44
Interquartile range (IQR)13.225

Descriptive statistics

Standard deviation9.588246733
Coefficient of variation (CV)0.1780595838
Kurtosis-0.4392093414
Mean53.84852941
Median Absolute Deviation (MAD)7.6
Skewness-0.1667705829
Sum3661.7
Variance91.93447542
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
57.157.4%
 
64.545.9%
 
54.434.4%
 
62.834.4%
 
53.122.9%
 
74.622.9%
 
60.122.9%
 
5222.9%
 
59.722.9%
 
5522.9%
 
Other values (40)4160.3%
 
ValueCountFrequency (%) 
30.611.5%
 
35.311.5%
 
37.711.5%
 
38.811.5%
 
39.911.5%
 
ValueCountFrequency (%) 
74.622.9%
 
68.211.5%
 
67.711.5%
 
65.822.9%
 
65.611.5%
 

MeanPurp_Unadj
Real number (ℝ≥0)

Distinct count51
Unique (%)75.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean51.642647058823535
Minimum37.2
Maximum71.6
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum37.2
5-th percentile38.335
Q144.45
median50.15
Q357.525
95-th percentile68.62
Maximum71.6
Range34.4
Interquartile range (IQR)13.075

Descriptive statistics

Standard deviation9.120557658
Coefficient of variation (CV)0.1766090272
Kurtosis-0.4306393688
Mean51.64264706
Median Absolute Deviation (MAD)6.3
Skewness0.4566810497
Sum3511.7
Variance83.18457199
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
50811.8%
 
71.634.4%
 
43.422.9%
 
37.922.9%
 
53.622.9%
 
55.822.9%
 
50.322.9%
 
55.722.9%
 
68.122.9%
 
40.822.9%
 
Other values (41)4160.3%
 
ValueCountFrequency (%) 
37.211.5%
 
37.922.9%
 
38.311.5%
 
38.411.5%
 
39.711.5%
 
ValueCountFrequency (%) 
71.634.4%
 
68.911.5%
 
68.122.9%
 
67.711.5%
 
62.511.5%
 

PosAffect_Unadj
Real number (ℝ≥0)

Distinct count36
Unique (%)52.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean50.08970588235292
Minimum33.2
Maximum71.6
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum33.2
5-th percentile35
Q145.675
median50.2
Q355.9
95-th percentile60.87
Maximum71.6
Range38.4
Interquartile range (IQR)10.225

Descriptive statistics

Standard deviation8.18685039
Coefficient of variation (CV)0.1634437705
Kurtosis0.3164199465
Mean50.08970588
Median Absolute Deviation (MAD)5.65
Skewness0.1624747827
Sum3406.1
Variance67.02451932
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
50.2811.8%
 
52.745.9%
 
48.445.9%
 
46.545.9%
 
57.134.4%
 
58.534.4%
 
58.734.4%
 
44.434.4%
 
3534.4%
 
59.722.9%
 
Other values (26)3145.6%
 
ValueCountFrequency (%) 
33.211.5%
 
3411.5%
 
3534.4%
 
37.911.5%
 
38.111.5%
 
ValueCountFrequency (%) 
71.622.9%
 
65.811.5%
 
61.511.5%
 
59.722.9%
 
58.734.4%
 

Friendship_Unadj
Real number (ℝ≥0)

Distinct count51
Unique (%)75.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean51.26764705882353
Minimum23.9
Maximum66.5
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum23.9
5-th percentile29.555
Q146.575
median52.3
Q358.7
95-th percentile66.5
Maximum66.5
Range42.6
Interquartile range (IQR)12.125

Descriptive statistics

Standard deviation10.57886433
Coefficient of variation (CV)0.2063458133
Kurtosis0.2078883895
Mean51.26764706
Median Absolute Deviation (MAD)6.1
Skewness-0.745738356
Sum3486.2
Variance111.9123705
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
66.5710.3%
 
6257.4%
 
49.822.9%
 
60.922.9%
 
50.722.9%
 
45.422.9%
 
54.822.9%
 
50.922.9%
 
5722.9%
 
5911.5%
 
Other values (41)4160.3%
 
ValueCountFrequency (%) 
23.911.5%
 
26.511.5%
 
27.711.5%
 
29.111.5%
 
30.411.5%
 
ValueCountFrequency (%) 
66.5710.3%
 
6257.4%
 
61.311.5%
 
60.922.9%
 
59.311.5%
 

Loneliness_Unadj
Real number (ℝ≥0)

Distinct count30
Unique (%)44.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean50.067647058823525
Minimum37.6
Maximum76.1
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum37.6
5-th percentile37.6
Q137.6
median51.6
Q356.275
95-th percentile63.8
Maximum76.1
Range38.5
Interquartile range (IQR)18.675

Descriptive statistics

Standard deviation10.27227018
Coefficient of variation (CV)0.2051678236
Kurtosis-0.5162007758
Mean50.06764706
Median Absolute Deviation (MAD)8.15
Skewness0.3500582798
Sum3404.6
Variance105.5195347
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
37.62029.4%
 
5245.9%
 
53.745.9%
 
63.834.4%
 
44.934.4%
 
55.522.9%
 
53.522.9%
 
62.222.9%
 
49.622.9%
 
51.622.9%
 
Other values (20)2435.3%
 
ValueCountFrequency (%) 
37.62029.4%
 
43.122.9%
 
44.934.4%
 
47.411.5%
 
47.711.5%
 
ValueCountFrequency (%) 
76.111.5%
 
73.611.5%
 
7311.5%
 
63.834.4%
 
62.222.9%
 

PercHostil_Unadj
Real number (ℝ≥0)

Distinct count47
Unique (%)69.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean47.86617647058823
Minimum33.5
Maximum73.7
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum33.5
5-th percentile33.5
Q141.875
median49.05
Q352.7
95-th percentile60.455
Maximum73.7
Range40.2
Interquartile range (IQR)10.825

Descriptive statistics

Standard deviation8.734177341
Coefficient of variation (CV)0.1824707546
Kurtosis0.5461960973
Mean47.86617647
Median Absolute Deviation (MAD)4.85
Skewness0.2616868371
Sum3254.9
Variance76.28585382
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
33.5913.2%
 
52.745.9%
 
53.945.9%
 
49.522.9%
 
38.522.9%
 
4922.9%
 
46.122.9%
 
41.922.9%
 
47.822.9%
 
44.122.9%
 
Other values (37)3754.4%
 
ValueCountFrequency (%) 
33.5913.2%
 
38.211.5%
 
38.522.9%
 
39.611.5%
 
39.711.5%
 
ValueCountFrequency (%) 
73.711.5%
 
71.311.5%
 
62.511.5%
 
60.711.5%
 
6011.5%
 

PercReject_Unadj
Real number (ℝ≥0)

Distinct count39
Unique (%)57.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean48.869117647058836
Minimum35.9
Maximum72.6
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum35.9
5-th percentile35.9
Q144.225
median49.9
Q353.275
95-th percentile60.455
Maximum72.6
Range36.7
Interquartile range (IQR)9.05

Descriptive statistics

Standard deviation8.044452197
Coefficient of variation (CV)0.1646121842
Kurtosis0.237071833
Mean48.86911765
Median Absolute Deviation (MAD)4.2
Skewness0.08956931884
Sum3323.1
Variance64.71321115
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
35.91116.2%
 
54.157.4%
 
5345.9%
 
51.534.4%
 
41.522.9%
 
52.922.9%
 
49.922.9%
 
52.122.9%
 
48.322.9%
 
40.722.9%
 
Other values (29)3348.5%
 
ValueCountFrequency (%) 
35.91116.2%
 
40.722.9%
 
4111.5%
 
41.522.9%
 
4411.5%
 
ValueCountFrequency (%) 
72.611.5%
 
67.311.5%
 
62.211.5%
 
60.711.5%
 
6022.9%
 

EmotSupp_Unadj
Real number (ℝ≥0)

Distinct count34
Unique (%)50.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean51.807352941176475
Minimum15.9
Maximum62.5
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum15.9
5-th percentile38.045
Q146.6
median51.85
Q358.225
95-th percentile62.5
Maximum62.5
Range46.6
Interquartile range (IQR)11.625

Descriptive statistics

Standard deviation9.189648884
Coefficient of variation (CV)0.1773811701
Kurtosis2.539266071
Mean51.80735294
Median Absolute Deviation (MAD)5.35
Skewness-1.128134578
Sum3522.9
Variance84.44964662
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
62.51725.0%
 
56.8811.8%
 
44.834.4%
 
51.834.4%
 
49.522.9%
 
53.422.9%
 
43.922.9%
 
51.322.9%
 
41.122.9%
 
53.522.9%
 
Other values (24)2536.8%
 
ValueCountFrequency (%) 
15.911.5%
 
27.111.5%
 
34.911.5%
 
37.111.5%
 
39.811.5%
 
ValueCountFrequency (%) 
62.51725.0%
 
56.8811.8%
 
55.611.5%
 
54.111.5%
 
53.522.9%
 

InstruSupp_Unadj
Real number (ℝ≥0)

Distinct count51
Unique (%)75.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean48.23970588235294
Minimum22.1
Maximum62.9
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum22.1
5-th percentile35.27
Q143.275
median47
Q354.025
95-th percentile62.9
Maximum62.9
Range40.8
Interquartile range (IQR)10.75

Descriptive statistics

Standard deviation9.95341597
Coefficient of variation (CV)0.2063324348
Kurtosis0.106601041
Mean48.23970588
Median Absolute Deviation (MAD)6.45
Skewness-0.297592843
Sum3280.3
Variance99.07048946
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
62.91319.1%
 
45.934.4%
 
54.422.9%
 
53.422.9%
 
22.122.9%
 
45.611.5%
 
39.911.5%
 
37.111.5%
 
51.411.5%
 
40.111.5%
 
Other values (41)4160.3%
 
ValueCountFrequency (%) 
22.122.9%
 
26.411.5%
 
35.211.5%
 
35.411.5%
 
35.811.5%
 
ValueCountFrequency (%) 
62.91319.1%
 
56.711.5%
 
54.611.5%
 
54.422.9%
 
53.911.5%
 

PercStress_Unadj
Real number (ℝ≥0)

Distinct count59
Unique (%)86.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean48.375
Minimum24.7
Maximum80.5
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum24.7
5-th percentile32.22
Q143.3
median47.4
Q353.925
95-th percentile67.22
Maximum80.5
Range55.8
Interquartile range (IQR)10.625

Descriptive statistics

Standard deviation10.49476593
Coefficient of variation (CV)0.2169460658
Kurtosis0.8316065917
Mean48.375
Median Absolute Deviation (MAD)5.1
Skewness0.3958151841
Sum3289.5
Variance110.1401119
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
49.322.9%
 
46.722.9%
 
44.422.9%
 
43.722.9%
 
57.422.9%
 
52.322.9%
 
4522.9%
 
52.422.9%
 
45.122.9%
 
31.811.5%
 
Other values (49)4972.1%
 
ValueCountFrequency (%) 
24.711.5%
 
27.711.5%
 
29.211.5%
 
31.811.5%
 
3311.5%
 
ValueCountFrequency (%) 
80.511.5%
 
7311.5%
 
69.711.5%
 
67.511.5%
 
66.711.5%
 

SelfEff_Unadj
Real number (ℝ≥0)

Distinct count59
Unique (%)86.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean50.26029411764706
Minimum31.9
Maximum68.4
Zeros0
Zeros (%)0.0%
Memory size544.0 B

Quantile statistics

Minimum31.9
5-th percentile36.425
Q145.3
median51.15
Q355.55
95-th percentile62.4
Maximum68.4
Range36.5
Interquartile range (IQR)10.25

Descriptive statistics

Standard deviation8.22949083
Coefficient of variation (CV)0.1637374189
Kurtosis-0.441606858
Mean50.26029412
Median Absolute Deviation (MAD)5.6
Skewness-0.1600149027
Sum3417.7
Variance67.72451932
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
4834.4%
 
51.722.9%
 
46.322.9%
 
54.422.9%
 
50.122.9%
 
52.522.9%
 
5122.9%
 
62.422.9%
 
54.711.5%
 
45.611.5%
 
Other values (49)4972.1%
 
ValueCountFrequency (%) 
31.911.5%
 
34.311.5%
 
34.611.5%
 
35.911.5%
 
37.411.5%
 
ValueCountFrequency (%) 
68.411.5%
 
65.811.5%
 
64.311.5%
 
62.422.9%
 
61.411.5%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

Sample

First rows

columnHeaderdf_indexER40_CRER40_CRTER40ANGER40FEARER40HAPER40NOEER40SADAngAffect_UnadjAngHostil_UnadjAngAggr_UnadjFearAffect_UnadjFearSomat_UnadjSadness_UnadjLifeSatisf_UnadjMeanPurp_UnadjPosAffect_UnadjFriendship_UnadjLoneliness_UnadjPercHostil_UnadjPercReject_UnadjEmotSupp_UnadjInstruSupp_UnadjPercStress_UnadjSelfEff_Unadj
015235.01499.06.08.08.06.07.050.851.543.446.752.946.157.153.648.450.748.659.152.147.850.546.555.2
115635.01669.06.08.08.08.05.046.847.262.442.558.541.864.550.346.562.044.949.535.948.754.439.261.4
216338.02090.58.07.08.07.08.047.553.562.050.744.838.555.655.957.166.537.658.040.762.562.941.451.7
316538.01460.08.08.08.07.07.051.458.152.253.346.543.655.246.542.941.055.252.054.149.950.455.158.2
416835.01910.05.07.08.08.07.048.450.543.455.561.548.254.445.848.129.161.947.851.250.045.645.338.7
517338.01860.07.07.08.08.08.042.743.643.452.954.845.651.851.650.252.452.055.155.251.144.743.764.3
618134.02165.08.06.08.05.07.043.036.643.443.144.845.857.948.550.154.949.641.741.562.551.451.651.9
722434.01950.07.07.08.07.05.052.858.158.949.250.562.248.344.555.762.055.550.953.056.840.159.534.3
822633.01794.05.07.08.07.06.059.248.243.459.062.564.035.340.835.048.456.538.551.534.945.160.840.5
923033.01740.06.07.07.05.08.048.852.263.553.147.034.259.758.152.862.053.749.051.556.839.244.154.7

Last rows

columnHeaderdf_indexER40_CRER40_CRTER40ANGER40FEARER40HAPER40NOEER40SADAngAffect_UnadjAngHostil_UnadjAngAggr_UnadjFearAffect_UnadjFearSomat_UnadjSadness_UnadjLifeSatisf_UnadjMeanPurp_UnadjPosAffect_UnadjFriendship_UnadjLoneliness_UnadjPercHostil_UnadjPercReject_UnadjEmotSupp_UnadjInstruSupp_UnadjPercStress_UnadjSelfEff_Unadj
5852940.01780.08.08.08.08.08.048.436.643.451.054.934.260.168.958.757.037.633.535.962.547.340.858.3
5953839.01530.07.08.08.08.08.047.245.443.452.144.848.757.743.450.854.849.362.555.444.153.445.156.6
6054636.01790.06.07.08.08.07.037.736.656.832.940.139.664.562.558.552.537.641.935.946.335.435.160.6
6154836.01790.07.07.08.07.07.048.155.749.845.746.443.657.157.646.138.763.844.651.556.843.844.459.9
6255236.01570.07.08.08.08.05.054.859.453.254.446.553.447.045.042.349.255.252.754.143.950.746.848.0
6355935.01600.07.06.08.08.06.033.861.553.732.947.034.246.540.940.339.962.133.546.551.849.244.437.6
6456339.01530.08.08.08.08.07.045.736.643.440.640.134.259.150.052.766.537.633.535.962.562.933.065.8
6557239.02170.08.08.08.08.07.046.536.659.041.556.843.353.150.050.250.637.649.751.851.326.440.145.0
6657334.01645.05.06.08.08.07.028.649.062.732.940.134.251.750.057.150.937.649.144.344.846.745.048.0
6757633.01430.07.08.08.08.02.048.156.954.253.646.354.340.540.842.030.763.841.957.356.850.957.943.2